I just set up the same dependency and I have no problems to download the source code.
Now I created a simple Main class with a Parser. I do Ctrl + Left-click and it will bring me to the Parser class.
As you can see it has a link in the upper right corner saying Download Sources
.
After pressing that link the sources are downloaded and immediately available.